{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "785bf912",
   "metadata": {},
   "source": [
    "## semantic-segmentation-and-dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a6a3760",
   "metadata": {},
   "source": [
    "### 13.9.2. Pascal VOC2012 语义分割数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "551b4f70",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import os\n",
    "import mindspore\n",
    "from d2l import mindspore as d2l"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6dd56750",
   "metadata": {},
   "outputs": [],
   "source": [
    "#@save\n",
    "d2l.DATA_HUB['voc2012'] = (d2l.DATA_URL + 'VOCtrainval_11-May-2012.tar',\n",
    "                           '4e443f8a2eca6b1dac8a6c57641b67dd40621a49')\n",
    "\n",
    "voc_dir = d2l.download_extract('voc2012', 'VOCdevkit/VOC2012')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7c999b3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#@save\n",
    "def read_voc_images(voc_dir, is_train=True):\n",
    "    \"\"\"读取所有VOC图像并标注\"\"\"\n",
    "    txt_fname = os.path.join(voc_dir, 'ImageSets', 'Segmentation',\n",
    "                             'train.txt' if is_train else 'val.txt')\n",
    "    mode = mindspore.dataset.vision.ImageReadMode.COLOR\n",
    "    with open(txt_fname, 'r') as f:\n",
    "        images = f.read().split()\n",
    "    features, labels = [], []\n",
    "    for i, fname in enumerate(images):\n",
    "        features.append(mindspore.dataset.vision.read_image(os.path.join( # read as numpy.ndarray\n",
    "            voc_dir, 'JPEGImages', f'{fname}.jpg')))\n",
    "        labels.append(mindspore.dataset.vision.read_image(os.path.join(\n",
    "            voc_dir, 'SegmentationClass' ,f'{fname}.png'), mode))\n",
    "    return features, labels\n",
    "\n",
    "train_features, train_labels = read_voc_images(voc_dir, True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6fd4f469",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x300 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 5\n",
    "imgs = train_features[0:n] + train_labels[0:n]\n",
    "# the imgs is hwc, so we don't need permute\n",
    "d2l.show_images(imgs, 2, n);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "79506404",
   "metadata": {},
   "outputs": [],
   "source": [
    "#@save\n",
    "VOC_COLORMAP = [[0, 0, 0], [128, 0, 0], [0, 128, 0], [128, 128, 0],\n",
    "                [0, 0, 128], [128, 0, 128], [0, 128, 128], [128, 128, 128],\n",
    "                [64, 0, 0], [192, 0, 0], [64, 128, 0], [192, 128, 0],\n",
    "                [64, 0, 128], [192, 0, 128], [64, 128, 128], [192, 128, 128],\n",
    "                [0, 64, 0], [128, 64, 0], [0, 192, 0], [128, 192, 0],\n",
    "                [0, 64, 128]]\n",
    "\n",
    "#@save\n",
    "VOC_CLASSES = ['background', 'aeroplane', 'bicycle', 'bird', 'boat',\n",
    "               'bottle', 'bus', 'car', 'cat', 'chair', 'cow',\n",
    "               'diningtable', 'dog', 'horse', 'motorbike', 'person',\n",
    "               'potted plant', 'sheep', 'sofa', 'train', 'tv/monitor']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "050d6152",
   "metadata": {},
   "outputs": [],
   "source": [
    "#@save\n",
    "import numpy as np\n",
    "\n",
    "def voc_colormap2label():\n",
    "    \"\"\"构建从RGB到VOC类别索引的映射\"\"\"\n",
    "    colormap2label = np.zeros(256 ** 3, dtype=np.int64)\n",
    "    for i, colormap in enumerate(VOC_COLORMAP):\n",
    "        colormap2label[\n",
    "            (colormap[0] * 256 + colormap[1]) * 256 + colormap[2]] = i\n",
    "    return colormap2label\n",
    "\n",
    "#@save\n",
    "def voc_label_indices(colormap, colormap2label):\n",
    "    \"\"\"将VOC标签中的RGB值映射到它们的类别索引\"\"\"\n",
    "    colormap = colormap.astype('int32')\n",
    "    idx = ((colormap[:, :, 0] * 256 + colormap[:, :, 1]) * 256\n",
    "           + colormap[:, :, 2])\n",
    "    return colormap2label[idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3b04e09b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([[0, 0, 0, 0, 0, 0, 0, 0, 0, 1],\n",
       "        [0, 0, 0, 0, 0, 0, 0, 1, 1, 1],\n",
       "        [0, 0, 0, 0, 0, 0, 1, 1, 1, 1],\n",
       "        [0, 0, 0, 0, 0, 1, 1, 1, 1, 1],\n",
       "        [0, 0, 0, 0, 0, 1, 1, 1, 1, 1],\n",
       "        [0, 0, 0, 0, 1, 1, 1, 1, 1, 1],\n",
       "        [0, 0, 0, 0, 0, 1, 1, 1, 1, 1],\n",
       "        [0, 0, 0, 0, 0, 1, 1, 1, 1, 1],\n",
       "        [0, 0, 0, 0, 0, 0, 1, 1, 1, 1],\n",
       "        [0, 0, 0, 0, 0, 0, 0, 0, 1, 1]]),\n",
       " 'aeroplane')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = voc_label_indices(train_labels[0], voc_colormap2label())\n",
    "y[105:115, 130:140], VOC_CLASSES[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ff43dc1",
   "metadata": {},
   "source": [
    "#### 13.9.2.1. 预处理数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fd0e1fa3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x300 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#@save\n",
    "def voc_rand_crop(feature, label, height, width):\n",
    "    \"\"\"随机裁剪特征和标签图像\"\"\"\n",
    "    rect = d2l.get_params(feature, (height, width))\n",
    "    feature = d2l.crop(feature, *rect)\n",
    "    label = d2l.crop(label, *rect)\n",
    "    return feature, label\n",
    "\n",
    "imgs = []\n",
    "for _ in range(n):\n",
    "    imgs += voc_rand_crop(train_features[0], train_labels[0], 200, 300)\n",
    "\n",
    "d2l.show_images(imgs[::2] + imgs[1::2], 2, n);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33f1cf0e",
   "metadata": {},
   "source": [
    "#### 13.9.2.2. 自定义语义分割数据集类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8cc6e152",
   "metadata": {},
   "outputs": [],
   "source": [
    "#@save\n",
    "class VOCSegDataset():\n",
    "    \"\"\"一个用于加载VOC数据集的自定义数据集\"\"\"\n",
    "\n",
    "    def __init__(self, is_train, crop_size, voc_dir):\n",
    "        self.transform = mindspore.dataset.vision.Normalize(\n",
    "            mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n",
    "        self.crop_size = crop_size\n",
    "        features, labels = read_voc_images(voc_dir, is_train=is_train)\n",
    "        self.features = [self.normalize_image(feature)\n",
    "                         for feature in self.filter(features)]\n",
    "        self.labels = self.filter(labels)\n",
    "        self.colormap2label = voc_colormap2label()\n",
    "        print('read ' + str(len(self.features)) + ' examples')\n",
    "\n",
    "    def normalize_image(self, img):\n",
    "        return self.transform(img.astype('float32') / 255)\n",
    "\n",
    "    def filter(self, imgs):\n",
    "        return [img for img in imgs if (\n",
    "            img.shape[0] >= self.crop_size[0] and\n",
    "            img.shape[1] >= self.crop_size[1])]\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        feature, label = voc_rand_crop(self.features[idx], self.labels[idx],\n",
    "                                       *self.crop_size)\n",
    "        return (feature, voc_label_indices(label, self.colormap2label))\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.features)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1417a773",
   "metadata": {},
   "source": [
    "#### 13.9.2.3. 读取数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9c7b4237",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "read 1114 examples\n",
      "read 1078 examples\n"
     ]
    }
   ],
   "source": [
    "crop_size = (320, 480)\n",
    "voc_train = VOCSegDataset(True, crop_size, voc_dir)\n",
    "voc_test = VOCSegDataset(False, crop_size, voc_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "91d3449d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[WARNING] ME(249222:47692440092032,MainProcess):2023-02-26-21:39:31.574.677 [mindspore/dataset/engine/datasets_user_defined.py:801] GeneratorDataset's num_parallel_workers: 4 is too large which may cause a lot of memory occupation (>85%) or out of memory(OOM) during multiprocessing. Therefore, it is recommended to reduce num_parallel_workers to 1 or smaller.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(64, 3, 320, 480)\n",
      "(64, 320, 480)\n"
     ]
    }
   ],
   "source": [
    "batch_size = 64\n",
    "train_iter = mindspore.dataset.GeneratorDataset(voc_train, column_names=[\"data\", \"label\"], shuffle=True,\n",
    "                                                num_parallel_workers =d2l.get_dataloader_workers())\n",
    "train_iter = train_iter.map(mindspore.dataset.vision.HWC2CHW())\n",
    "train_iter = train_iter.batch(batch_size=batch_size, drop_remainder=True)\n",
    "\n",
    "for X, Y in train_iter:\n",
    "    print(X.shape)\n",
    "    print(Y.shape)\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4e197a1",
   "metadata": {},
   "source": [
    "#### 13.9.2.4. 整合所有组件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d5a8855d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#@save\n",
    "def load_data_voc(batch_size, crop_size):\n",
    "    \"\"\"加载VOC语义分割数据集\"\"\"\n",
    "    voc_dir = d2l.download_extract('voc2012', os.path.join(\n",
    "        'VOCdevkit', 'VOC2012'))\n",
    "    num_workers = d2l.get_dataloader_workers()\n",
    "    train_iter = mindspore.dataset.GeneratorDataset(VOCSegDataset(True, crop_size, voc_dir), column_names=[\"data\", \"label\"], \n",
    "                                                    shuffle=True, num_parallel_workers =num_workers)\n",
    "    train_iter = train_iter.map(mindspore.dataset.vision.HWC2CHW())\n",
    "    train_iter = train_iter.batch(batch_size=batch_size, drop_remainder=True)\n",
    "    test_iter = mindspore.dataset.GeneratorDataset(VOCSegDataset(False, crop_size, voc_dir), column_names=[\"data\", \"label\"], \n",
    "                                                   shuffle=True, num_parallel_workers =num_workers)\n",
    "    test_iter = train_iter.map(mindspore.dataset.vision.HWC2CHW())\n",
    "    test_iter = train_iter.batch(batch_size=batch_size, drop_remainder=True)\n",
    "    return train_iter, test_iter"
   ]
  }
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